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`tokenizers` bump tokenizers version
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# What does this PR do? Mostly breaking for the DecodeStream API but also adds `async` usage for `tokenizers`
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Standardize GLM4V MoE
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Standardizes GLM4V's MoE implem
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DeepSeek v3 MoE Standardization
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Standardizes DeepSeek-v3's MoE implem
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processor tests - use dummy videos
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# What does this PR do? As discussed internally, let's use dummy video instead of downloading. Runner are crashing for some reason
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fix crash when using chat to send 2+ request to gptoss
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without it, 2+ request in chat using gptoss will coredump,error like Traceback (most recent call last): File "/mnt/disk0/wangyi/miniforge3/envs/transformers/lib/python3.11/threading.py", line 1038, in _bootstrap_inner self.run() File "/mnt/disk0/wangyi/miniforge3/envs/transformers/lib/python3.11/threading.p...
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fix gpt-oss out shape
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Hi @SunMarc . This commit should be included in #40304 , but I forgot to push this commit. We need this PR; otherwise, the out value will be wrong. Please review and merge this PR. Thanks!
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2025-08-29T05:20:11
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# What does this PR do? vocab_file and _extra_ids are already assigned on line 146-147, so their reassignment is redundant. ## Before submitting - [x] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case). - [ ] Did you read the [contributor guideline](https://github....
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Smart Hyperparameter Search for PEFT
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### Feature request Problem: Fine-tuning large models with Parameter-Efficient Fine-Tuning (PEFT) methods like LoRA requires choosing optimal hyperparameters (e.g., LoRA rank, alpha, dropout). Manually searching for the best combination is time-consuming and often leads to sub-optimal results. ### Motivation This...
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Fix `SeamlessM4Tv2ModelWithTextInputTest::test_retain_grad_hidden_states_attentions`
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2025-08-28T21:28:59
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# What does this PR do? We have in `SeamlessM4Tv2Encoder` ```python to_drop = False if self.training: dropout_probability = torch.rand([]) if dropout_probability < self.layerdrop: # skip the layer to_drop = True if ...
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Getting AttributeError: 'Mxfp4GptOssExperts' object has no attribute 'down_proj_scales'. When trying to load the GPT oss 20b model
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2025-08-28T20:46:23
2025-10-16T09:40:36
2025-10-16T09:40:36
NONE
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### System Info Hi guys! Recently I was trying to tune the GPT oss 20b model for some task I was interested in. I tried to follow a strategy similar to the one indicated by the `gpt-oss-recipes` repositories for sft: https://github.com/huggingface/gpt-oss-recipes/blob/main/sft.py But instead of full fine tuning I wan...
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40,530
Set `test_all_params_have_gradient=False` for `HunYuanMoEV1ModelTest`
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2025-08-28T20:20:25
2025-08-28T20:33:19
2025-08-28T20:32:51
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# What does this PR do? Moe models should set this to `False` as in many other Moe model test files. As not all experts will be selected, and if not selected, their parameters won't have grad
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Update kosmos2_5 README to use torch_dtype in model loading example
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2025-08-28T17:16:10
2025-08-29T11:18:49
2025-08-29T11:18:48
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# Update kosmos2_5 README to use `torch_dtype` in model loading example This pull request updates the `kosmos2_5.md` README file to correct the `Kosmos2_5ForConditionalGeneration.from_pretrained` example. Specifically, it replaces the `dtype` parameter with `torch_dtype` to align with the Hugging Face Transformers A...
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[`Qwen Omni/VL`] Fix fa tests
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2025-08-28T16:37:41
2025-08-28T19:07:24
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Mrope is dependent on the head dim so we need to update it as well cc @zucchini-nlp (since vlms and such have more potential to fuck things up here)
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Standardize DialoGPT Model Card
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2025-08-28T16:35:03
2025-09-18T17:18:39
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## What does this PR do? This PR updates the DialogGPT model card to align with the new standardized model card format proposed in #36923. ## Notes - This PR is still a work in progress. - Using the doc preview bot to verify formatting. - Follow-up commits will update the pending sections.
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Lazy import torchcodec
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2025-08-28T16:10:32
2025-08-28T16:57:14
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# What does this PR do? <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a great title that fully reflects the extent of your awesome contribution. Then, please replace this w...
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🚨🚨🚨 Refactor CLIP structure
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2025-08-28T15:18:41
2025-08-28T17:49:33
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# What does this PR do? Remove excessive abstraction by merging `CLIPVisionTransformers` and `CLIPVisionModel` into a single `CLIPVisionModel`. This is a breaking change, the `CLIPVisionTransformers` class will no longer exist, and weights will be saved with a different prefix (weights loading is OK). Motivation - c...
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Use begin_of_sequence token in all sliding windows for correct model behaviour
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2025-08-28T15:03:05
2025-09-11T07:46:23
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Testing with models employing bos tokens (eg Llama) resulted in much higher perplexity for all tokens but those in the first window. Reason was that if we tokenize only once, then only the first window will get the bos token. However for correct model behaviour, each forward pass/each sliding window needs to have a bos...
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Fix mistral3 tests after "[Kosmos 2.5] Rename checkpoints"
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2025-08-28T14:10:15
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Partially Reverts huggingface/transformers#40338
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RuntimeError with use_remove_padding=True in GRPO training for Qwen2.5-VL due to tensor shape mismatch in transformers==4.53.3
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2025-08-28T13:44:37
2025-09-30T10:34:03
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### System Info NPU & Ascend Driver: NPU: 16x Ascend 910B2 64GB CANN Version: 8.2.RC1 Python Version: Python 3.11.9 Key Libraries: verl: git+[https://github.com/volcengine/verl@8e1fc24](https://www.google.com/search?q=https://github.com/volcengine/verl%408e1fc24&authuser=1) transformers: 4.53.3 torch: 2.5.1+cp...
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skip some `padding_matches_padding_free_with_position_ids` for FA2
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# What does this PR do? As discussed offline.
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[generate] add faster `stop_strings` stopping criteria
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# What does this PR do? Adds `StopStringTextMatchCriteria`, a faster alternative to `StopStringCriteria`. Unlike `StopStringCriteria`, `StopStringTextMatchCriteria` **can't** be compiled. Some additional context: - when we added `StopStringCriteria`, we were looking forward having end-to-end `generate` compilati...
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Skip some flex attn tests
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# What does this PR do? For those failing with > torch._inductor.exc.InductorError: RuntimeError: No valid triton configs. OutOfMemoryError: out of resource: triton_tem_fused_0 Required: 151552 Hardware limit:101376 Reducing block sizes or num_stages may help. I don't want to see 👀 🙄 anymoreeeeeeeee!
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🚨 Remove Constrained Beam Search decoding strategy
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Removes Constrained Beam Search generation strategy from the codebase. Directs users to the `transformers-community/constrained-beam-search` repository. It has been a warning for a few releases, but now `trust_remote_code=True` is required to run constrained beam search. Depends on #40480 and #40495
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Fix for missing default values in encoder decoder
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This PR fixes two things in `EncoderDecoder`: - there is a value `is_updated` that is declared in an `if` which is then used in a check, so we add a default value of `False` - there is an update to `past_key_values` that updates an attribute `is_updated` which is only in `EncoderDecoder` cache type, so we add a chec...
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when _validate_request, remove request_id, or error will like Unexpec…
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…ted keys in the request: {'request_id'} INFO: ::1:44814 - "POST /v1/chat/completions HTTP/1.1" 422 Unprocessable Entity # What does this PR do? <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set,...
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Add Context-Aware Tokenizer Selection Utility Based on Corpus Analysis
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# What does this PR do? This PR introduces a new utility module that automates tokenizer selection and configuration based on corpus characteristics, addressing the need to reduce manual trial-and-error in tokenizer selection and improve model performance with minimal user effort. ## Key Features: CorpusAnal...
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Include machine type in collated reports filename
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.from_pretrained() auto converts model to fp32, leads to issue with flash attention 2
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### System Info - `transformers` version: 4.54.0 - Platform: Linux-5.15.0-1061-nvidia-x86_64-with-glibc2.35 - Python version: 3.10.16 - Huggingface_hub version: 0.34.1 - Safetensors version: 0.5.2 - Accelerate version: 1.7.0 - Accelerate config: - compute_environment: LOCAL_MACHINE - distributed_type: MULTI...
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Context-Aware Tokenizer Suggestions
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### Feature request Add Context-Aware Tokenizer Suggestion Utility Based on Corpus Analysis This will introduce a utility module that automates tokenizer selection and configuration based on corpus characteristics. The goal is to reduce manual heuristics and improve model performance with minimal user effort. Bene...
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Fix typos
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# What does this PR do? Fix more typos in comments and variable names.
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This PR adds AMD expectations for `qwen2`, `smolvlm` and `TableTransformer`.
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# What does this PR do? Speeds up GGUF tokenizer used in `tests/quantization/ggml/test_ggml.py` by using original tokenizer from NVIDIA. Fixes #40334 ## Who can review? Anyone in the community is free to review the PR once the tests have passed. Feel free to tag members/contributors who may be interested in ...
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# What does this PR do? Speeds up GGUF tokenizer used in `tests/quantization/ggml/test_ggml.py` by using original tokenizer from NVIDIA. Fixes #40334 ## Who can review? Anyone in the community is free to review the PR once the tests have passed. Feel free to tag members/contributors who may be interested in ...
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[modular] Classes can now be defined and referenced in arbitrary order (without bringing unwanted dependencies)
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# What does this PR do? As per the title. Until now, if a class was ever referenced in the modular file BEFORE being redefined in it later on in the file, it could match a class from another modeling file, thus adding wrong dependencies to the generated files. This PR fixes it, by making sure all classes redefined ...
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# What does this PR do? WIP for the new iteration of InternVL3.5, see https://huggingface.co/OpenGVLab/InternVL3_5-241B-A28B/tree/main. Original authors are working on their own conversion to HF format (see https://huggingface.co/OpenGVLab/InternVL3_5-GPT-OSS-20B-A4B-Preview/discussions/2 ), pushing this for safekee...
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Refactor Siglip-like models
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# What does this PR do? <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a great title that fully reflects the extent of your awesome contribution. Then, please replace this w...
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gpt-oss and transformers serve not working
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### System Info - `transformers` version: 4.56.0.dev0 - Platform: Linux-5.4.0-216-generic-x86_64-with-glibc2.31 - Python version: 3.10.0 - Huggingface_hub version: 0.34.4 - Safetensors version: 0.5.3 - Accelerate version: 1.10.1 - Accelerate config: - compute_environment: LOCAL_MACHINE - distributed_type: MULTI_GPU ...
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Fix the CI workflow of `merge to main`
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# What does this PR do? The workflow lacked a condition and the whole list of models in our codebase were selected to run when there is no change in modeling code. This PR fixed it.
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Collated reports: no need to upload artifact
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Since we already upload to a specified dataset there is no need to upload it to the gh artifact registry as well.
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[serve] fix ` request_id` unexpected
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# What does this PR do? This PR fixes transformers serve as it is currently not working due to an unexpected field being passed `request_id` # reproducer ```python transformers serve transformers chat localhost:8000 --model-name-or-path HuggingFaceTB/SmolLM3-3B ``` the second message will trigger an error....
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torch.load fails to load RNG state in PyTorch 2.6+ due to weights_only=True and missing safe globals
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**Environment:** - PyTorch version: 2.6 - transformers: 4.55.4 --- **Describe the issue:** Starting from PyTorch 2.6, the default behavior of `torch.load` has changed: `weights_only=True` is now the default. This introduces stricter security checks during unpickling, requiring explicit allowlisting of certain glob...
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[model] Add VideoLLaMA3 implementation
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Multiple fixes to FA tests in AMD
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This PR fixes a tests across a few models in the following ways: - solves a multi-device issue in `qwen2_5_omni` - adds AMD expectations to `gemma3`, `qwen2_5_omni` and `qwen2_5_vl` - fixes an issue in the `qwen2_5_omni` and `qwen2_5_vl` FA tests: the test changes the `hidden_size` so it breaks compatibility with `m...
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Improve keypoint-matching models docs
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# What does this PR do? As per the title, fix `options` tags + replace `no_grad` with `inference_mode` cc @sbucaille
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AutoModel.from_pretrained() doesn't work for models with '.' in their name when there's a relative import
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### System Info For models with: - A dot in their name (e.g. "saved_model_v1.0") - AND custom code with another module other than config.py and model.py `AutoModel.from_pretrained(..)` fails with: `ModuleNotFoundError: No module named 'transformers_modules.saved_model_v1'` This happens when trying to relatively impo...
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🚨 Remove Group Beam Search decoding strategy
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Removes Group Beam Search generation strategy from the codebase. Directs users to the `transformers-community/group-beam-search` repository. It has been a warning for a few releases, but now `trust_remote_code=True` is required to run group beam search. Depends on #40480
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Fix `qwen2_moe` tests
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2025-08-27T13:44:53
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# What does this PR do? The CI job of the tests in `Qwen2MoeIntegrationTest` is killed from time to time due to the CPU memory limit (60 G), which is unclear to me why the usage may differ in different runs. This PR simply reuses the same model set once in the first test, except the `test_model_a2_7b_long_prompt_...
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Update dtypes to suit colab bf16 -> fp16 -> fp32.
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avoid divid zero errors.
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[auto-model] propagate kwargs
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# What does this PR do? Fixes [40477](https://github.com/huggingface/transformers/issues/40477) and propagates kwargs in deprecated auto models
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[qwen-vl] fix position ids
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# What does this PR do? Fixes https://github.com/huggingface/transformers/issues/40136 and fixes https://github.com/huggingface/transformers/issues/40154 The accuracy on lm eval is restored. The issue was in position ids which weren't prepared correctly when generating. Using packed or unpacked positions doesn't...
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correct kes to keys.
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# What does this PR do? <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a great title that fully reflects the extent of your awesome contribution. Then, please replace this w...
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### System Info ## Description The Voxtral model crashes during LoRA training with: **RuntimeError**: a leaf Variable that requires grad is being used in an in-place operation. ## Location of Issue The error occurs in `modeling_voxtral.py` at line 512 in the `forward` method: ```python if input_features is...
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Mutex while building docs
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2025-08-27T11:41:12
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@stevhliu I am trying to build docs for the model cards, but while building, I get a mutex every time I do it. Please help me to overcome it System: - OS: macOS 14.5 (Build 23F79) - CPU: Apple M1 - RAM: 16 GB Python: - Version: 3.13.2 - pip: 23.3.1 (from /opt/miniconda3/lib/python3.12/site-packages) Node / npm: - No...
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2025-08-27T11:32:37
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# What does this PR do? This PR is another iteration of reworking the benchmarking flow in Transformers. the goal is to have a similar flow as for Diffusers: daily reports to HF Datasets, and visualization in Gradio Spaces. This PR focuses on the framework fundamentals, export to Datasets, GH actions and more mod...
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### System Info Name: transformers Version: 4.53.0 ### Who can help? _No response_ ### Information - [x] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder (such as GLUE/SQuAD, ...) - [ ] My own task or dataset (give details below) ##...
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# What does this PR do? <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a great title that fully reflects the extent of your awesome contribution. Then, please replace this w...
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# What does this PR do? Adds expected results to certain tests that had slightly different results on AMD devices.
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[modular] Use multi-processing + fix model import issue
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2025-08-27T10:10:53
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# What does this PR do? As per the title. Let's use multiprocessing by default on the converter, and it also fixes relative imports of the form `from ...models.name.modeling_ import ...` that caused the issue of on-conversion in https://github.com/huggingface/transformers/pull/40431 cc @qubvel as well, only the c...
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Fix custom generate relative imports
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2025-08-27T09:50:47
2025-09-01T11:38:56
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Same as #38916, but for repos on the hub. This time we dont need to copy anything, as the whole repo is cloned, we just need to handle the paths properly. This gets tested indirectly with the custom generate tests that will come with group beam search etc.
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fix: continuous batching in `transformers serve`
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Fixing continuous batching in `transformers serve`. - added a `--continuous_batching` cmd line flag to enable, open to change this! - ~`max_new_tokens` can sometimes be `None`, set a default so it doesn't break CB which expects it to be set~ can't repro my previous error, removed the added code and added a test to ...
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Typo: should be `feature_extractor`, not `feature_extracttor`
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2025-08-27T09:36:48
2025-08-28T08:31:26
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### System Info the currently latest [main](https://github.com/huggingface/transformers/tree/75d6f17de68f372284ecb5b40db6f83007ffa394) branch ### Who can help? _No response_ ### Information - [ ] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examp...
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AutoModelForVision2Seq.from_config() got an unexpected keyword argument 'torch_dtype'
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2025-09-03T09:59:21
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### System Info AutoModelForVision2Seq.from_config() got an unexpected keyword argument 'torch_dtype' transformers >= 4.54.1 ### Who can help? _No response_ ### Information - [ ] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder (such...
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Qwen2.5Omni Repeatedly Calculates Audio/Video/Image Features
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2025-08-27T06:10:50
2025-09-04T07:26:30
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### System Info - `transformers` version: 4.54.1 - Platform: Linux-5.10.134-16.3.al8.x86_64-x86_64-with-glibc2.39 - Python version: 3.10.15 - Huggingface_hub version: 0.34.3 - Safetensors version: 0.5.3 - Accelerate version: 1.7.0 - Accelerate config: not found - DeepSpeed version: 0.16.3 - PyTorch version (acceler...
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InternVL 3.5 30B A3B load processor bug
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2025-08-27T01:56:31
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### System Info - `transformers` version: 4.56.0.dev0 - Platform: Linux-5.15.0-151-generic-x86_64-with-glibc2.35 - Python version: 3.12.11 - Huggingface_hub version: 0.34.4 - Safetensors version: 0.6.2 - Accelerate version: 1.10.1 - Accelerate config: not found - DeepSpeed version: not installed - PyTorch version (...
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Validate GptOssConfig rope config after it's fully initialized
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# What does this PR do? <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a great title that fully reflects the extent of your awesome contribution. Then, please replace th...
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[tests] Unskip DeBERTaV2 tokenizer parity tests; re-enable fast/slow checks
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This PR re-enables two previously skipped parity tests for the DeBERTaV2 tokenizer: - `test_sentencepiece_tokenize_and_convert_tokens_to_string` - `test_sentencepiece_tokenize_and_decode` Both tests now call the mixin implementations to verify fast and slow tokenizers produce consistent results. ✅ No API chan...
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Add GLPNImageProcessorFast with enhanced 4-channel support for #36978
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2025-10-09T16:05:42
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# What does this PR do? This commit introduces GLPNImageProcessorFast, a PyTorch-optimized image processor for GLPN models with enhanced multi-channel support. Key improvements: - Added GLPNImageProcessorFast class with native PyTorch tensor processing - Enhanced support for 1, 3, and 4-channel images (includin...
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DOC: Standardize CodeGen model card (issue #36979)
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2025-08-26T22:06:38
2025-08-27T17:54:43
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Standardized the CodeGen model card to match the project's documentation template (#36979). Added concise overview, badge section, friendly model description, Pipeline and AutoModel usage examples, quantization info, attention visualization, and resource links. Improves ease of use and first-time contributor experience...
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Add collated reports job to Nvidia CI
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2025-08-26T20:41:34
2025-09-02T12:25:22
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# What does this PR do? This PR adds the new collated reports job to Nvidia as well that produces reports like this: https://huggingface.co/datasets/optimum-amd/transformers_daily_ci/blob/main/2025-08-25/runs/39-17221003312/ci_results_run_models_gpu/collated_reports_e68146f.json This is required to compare test r...
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Fix nightly torch CI
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# What does this PR do? Since we use FA2 in the CI docker image last Sunday, the nightly torch CI hangs at the docker image build job. Let's not use FA2 and run FA2 tests on torch nightly CI workflow. Also need to not install `detectron2` for the same/similar reason.
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ImportError: cannot import name 'GptOssForSequenceClassification' from 'transformers'
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### System Info Pytorch version: 2.8.0+cu128 Transformers version: 4.55.4 ### Who can help? Hi, I have uninstalled a latest version of transformers. While accessing "GptOssForSequenceClassification", I get the error: ImportError: cannot import name 'GptOssForSequenceClassification' from 'transformers' (/home/user...
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Not to shock AMD team by the cancelled workflow run notification ❤️ 💖
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# What does this PR do? If cancelled, not to send the notification.
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🌐 [i18n-KO] Translated `jan.md` to Korean
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# What does this PR do? Translated the `jan.md` file of the documentation to Korean. Thank you in advance for your review. Part of https://github.com/huggingface/transformers/issues/20179 ## Before reviewing - [X] Check for missing / redundant translations (번역 누락/중복 검사) - [X] Grammar Check (맞춤법 검사) - [X] Review or A...
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🌐 [i18n-KO] Translated `tools.md` to Korean
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2025-08-26T17:51:58
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# What does this PR do? Translated the `tools.md` file of the documentation to Korean. Thank you in advance for your review. Part of https://github.com/huggingface/transformers/issues/20179 ## Before reviewing - [X] Check for missing / redundant translations (번역 누락/중복 검사) - [X] Grammar Check (맞춤법 검사) - [X]...
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🌐 [i18n-KO] Translated `agents.md` to Korean
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2025-08-26T17:22:17
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# What does this PR do? Translated the `agents.md` file of the documentation to Korean. Thank you in advance for your review. Part of https://github.com/huggingface/transformers/issues/20179 ## Before reviewing - [X] Check for missing / redundant translations (번역 누락/중복 검사) - [X] Grammar Check (맞춤법 검사) - [X...
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Number of trainable params is displayed wrong in accelerate logs when using FSDP
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### System Info ### System Info peft version : 0.17.1 transformers version: 4.55.2 Platform: Linux-5.14.0-570.33.2.el9_6.x86_64-x86_64-with-glibc2.39 Python version: 3.12.3 Huggingface_hub version: 0.34.4 Safetensors version: 0.6.2 Accelerate version: 1.10.0 Accelerate config: ...
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40,462
Question about RoPE Implementation in modeling_llama: Should torch.cat be repeat_interleave?
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2025-08-26T16:32:41
2025-08-27T10:01:11
2025-08-27T10:01:11
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Hi, I was going through the code for `modeling_llama` and the RoPE implementation. I came across the following function: ``` def forward(self, x, position_ids): inv_freq_expanded = self.inv_freq[None, :, None].float().expand(position_ids.shape[0], -1, 1).to(x.device) position_ids_expanded = position_id...
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40,461
AttributeError: 'GptOssConfig' object has no attribute 'max_position_embeddings'
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2025-08-26T15:44:30
2025-08-27T09:16:59
2025-08-27T09:16:59
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### System Info Kaggle script running GPT:oss20b that worked this morning (pulls transformers from GitHub) has just started giving this error: _'GptOssConfig' object has no attribute 'max_position_embeddings_ Not a big user and it's a plug and play script so can't elaborate much, sorry. Here's the env! Copy-and-pa...
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40,460
Gemma-3-12b-pt high grad_norm during continual pre-training
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2025-08-26T15:14:38
2025-10-03T12:29:03
2025-10-03T12:29:03
NONE
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### System Info - `transformers` version: 4.53.3 - Platform: Linux-6.6.87.2-microsoft-standard-WSL2-x86_64-with-glibc2.35 - Python version: 3.11.13 - Huggingface_hub version: 0.34.4 - Safetensors version: 0.6.2 - Accelerate version: 1.10.0 - Accelerate config: not found - DeepSpeed version: 0.17.4 - PyTorch version...
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`use_kernels=True` does not invoke custom kernels
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2025-08-26T13:32:35
2025-09-16T08:50:55
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CONTRIBUTOR
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### System Info - `transformers` version: 4.56.0.dev0 - Platform: Linux-5.4.0-216-generic-x86_64-with-glibc2.31 - Python version: 3.12.7 - Huggingface_hub version: 0.34.4 - Safetensors version: 0.6.2 - Accelerate version: 1.10.0 - Accelerate config: not found - DeepSpeed version: not installed - PyTorch version (ac...
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Add bfloat16 support detection for MPS in is_torch_bf16_gpu_available()
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2025-08-26T13:17:06
2025-09-01T08:26:15
2025-08-29T14:37:16
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Add `bfloat16` support detection for MPS (Apple Silicon) in `is_torch_bf16_gpu_available()` # What does this PR do? Makes sure to allow it and not throw on `bf16` usage with "Your setup doesn't support bf16/gpu." from `TrainingArguments`. ### Why? `bfloat16` has been supported for a few years now in Metal [1]...
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Image Embedding Models (Feature extractors) should have a `.hidden_size`
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2025-08-26T13:06:24
2025-09-07T17:08:37
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### Feature request Image models should have a `.hidden_size` getter that figures out the model's return shape (in its setup at that time) ### Motivation It is currently left as an exercise to the user to figure out the hidden size of image embedding models. Once must read the documentation and then implement their ...
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[modular] Remove ambiguity in all calls to parent class methods + fix dependency graph
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2025-08-26T12:30:36
2025-08-27T12:51:30
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# What does this PR do? A lot of modular files had wrong calls to parent's method (in order to skip unravelling the definition), making then non-pythonic files. This is now fixed, and the converter is much more robust on this. Here are the new rules to make this process much more pythonic, such that modular files...
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Fix extra template loading
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2025-08-26T12:14:21
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We had a bug in how we loaded extra templates in the new format (where each template ends up in its own file). This sometimes affected template loading from the Hub.
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Fix 'T5GemmaConfig' object has no attribute 'num_hidden_layers'
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2025-08-26T11:57:51
2025-09-01T12:56:32
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# What does this PR do? <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a great title that fully reflects the extent of your awesome contribution. Then, please replace this w...
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feat(processing_utils): support optional attributes in ProcessorMixin
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2025-08-26T10:23:57
2025-09-11T07:23:15
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- Add functionality to handle optional processor attributes - Update save_pretrained and from_pretrained methods to include optional attributes - Modify processor_config.json handling to accommodate optional attributes - Improve error handling and logging for optional attribute loading # What does this PR do? ...
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40,452
update aria to remove wrong attention usage
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2025-08-26T08:49:07
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# What does this PR do? Not sure how this got in here, but adapt aria cross attention to our standards
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CI when PR merged to `main`
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2025-08-26T08:37:44
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# What does this PR do? CI when PR merged to `main`. We restrict to the pre-defined list of important models. A job run: https://github.com/huggingface/transformers/actions/runs/17234576559 The slack notification : https://huggingface.slack.com/archives/C01QRHS4K3P/p1756202582644859 <img width="993" heig...
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Add Seed OSS Model
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2025-08-26T08:35:33
2025-08-26T08:56:24
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### Model description Seed-OSS is a series of open-source large language models developed by ByteDance's Seed Team, designed for powerful long-context, reasoning, agent and general capabilities, and versatile developer-friendly features. Although trained with only 12T tokens, Seed-OSS achieves excellent performance on...
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Fix Gemma RMSNorm weight init
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2025-08-26T07:44:35
2025-09-30T12:24:40
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# What does this PR do? Gemma RMSNorm weight is used additively in `...*(1+weight)`, thus it should be initialized with zero. Fixes #40224 ## Who can review? @ArthurZucker
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[model] Support MiniCPM-V 4.5
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2025-08-26T06:13:34
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I’m bringing MiniCPM-V 4.5 in this PR. Compared to the recently released MiniCPM-V 4.0, this new version puts more emphasis on performance metrics. I will mention the PR first. Some of the writing may need to be modified. You can review this PR after MIniCPM-V 4.0 is merged into transformers. https://github.com/h...
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Processor does not load optional attributes
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2025-08-26T04:31:05
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### System Info - `transformers` version: 4.55.0.dev0 - Platform: macOS-15.6.1-arm64-arm-64bit - Python version: 3.12.2 - Huggingface_hub version: 0.34.3 - Safetensors version: 0.5.3 - Accelerate version: 1.9.0 - Accelerate config: not found - DeepSpeed version: not installed - PyTorch version (accelerator?): 2.7.1...
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Add convert_segmentation_map_to_binary_masks_sorted function for hand…
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2025-08-26T02:50:39
2025-09-23T04:36:32
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## Pull Request: Add Support for Handling Overlapping Annotations in Mask2Former ### Problem The current image processing pipeline for Mask2Former doesn't handle overlapping annotations correctly. When annotations overlap, the processing order is arbitrary, causing larger objects to sometimes be overwritten by sm...
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[i18n-KO] Translated `big_bird.md` to Korean
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2025-08-26T02:42:22
2025-10-16T18:23:57
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# What does this PR do? Translated the `big_bird.md` file of the documentation to Korean. Thank you in advance for your review. Part of https://github.com/huggingface/transformers/issues/20179 ## Before reviewing - [x] Check for missing / redundant translations (번역 누락/중복 검사) - [x] Grammar Check (맞춤법 검사) - ...
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Finetuning Qwen2.5-VL with an IterableDataset with multiple images per prompt fails
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2025-08-25T21:38:56
2025-10-04T08:02:15
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### System Info - `transformers` version: 4.55.3 - Platform: Linux-5.4.0-1113-oracle-x86_64-with-glibc2.35 - Python version: 3.10.12 - Huggingface_hub version: 0.34.4 - Safetensors version: 0.5.3 - Accelerate version: 1.10.0 - Accelerate config: not found - DeepSpeed version: 0.16.9 - PyTorch version (accelerator?)...
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Fix duplicate import block and improve import structure in init.py
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• Removed the duplicate import block at the end that was importing utility functions already imported at the top. • Added a TYPE_CHECKING guard for auto model imports to prevent circular dependencies. • Included proper exception handling for optional PyTorch dependencies using a try/except block. • Fixed the i...
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docs(pixtral): Update Pixtral model card to new format
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# What does this PR do? <!-- Congratulations! You've made it this far! You're not quite done yet though. Once merged, your PR is going to appear in the release notes with the title you set, so make sure it's a great title that fully reflects the extent of your awesome contribution. Then, please replace this w...
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Fix collated reports model name entry
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